Overview

Dataset statistics

Number of variables39
Number of observations12603
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory8.5 MiB
Average record size in memory709.2 B

Variable types

Numeric18
Categorical19
Unsupported2

Warnings

open-end_line_of_credit is highly correlated with interest_only_paymentHigh correlation
interest_only_payment is highly correlated with open-end_line_of_creditHigh correlation
construction_method is highly correlated with manufactured_home_secured_property_type and 1 other fieldsHigh correlation
manufactured_home_secured_property_type is highly correlated with construction_method and 1 other fieldsHigh correlation
manufactured_home_land_property_interest is highly correlated with construction_method and 1 other fieldsHigh correlation
tract_population is highly correlated with tract_owner_occupied_units and 1 other fieldsHigh correlation
tract_owner_occupied_units is highly correlated with tract_population and 1 other fieldsHigh correlation
tract_one_to_four_family_homes is highly correlated with tract_population and 1 other fieldsHigh correlation
business_or_commercial_purpose is highly correlated with occupancy_typeHigh correlation
open-end_line_of_credit is highly correlated with interest_only_paymentHigh correlation
derived_loan_product_type is highly correlated with lien_status and 1 other fieldsHigh correlation
manufactured_home_land_property_interest is highly correlated with manufactured_home_secured_property_type and 2 other fieldsHigh correlation
lien_status is highly correlated with derived_loan_product_typeHigh correlation
loan_type is highly correlated with derived_loan_product_typeHigh correlation
occupancy_type is highly correlated with business_or_commercial_purposeHigh correlation
manufactured_home_secured_property_type is highly correlated with manufactured_home_land_property_interest and 2 other fieldsHigh correlation
interest_only_payment is highly correlated with open-end_line_of_creditHigh correlation
derived_dwelling_category is highly correlated with manufactured_home_land_property_interest and 2 other fieldsHigh correlation
construction_method is highly correlated with manufactured_home_land_property_interest and 2 other fieldsHigh correlation
income is highly skewed (γ1 = 71.89451184) Skewed
df_index is uniformly distributed Uniform
df_index has unique values Unique
total_units is an unsupported type, check if it needs cleaning or further analysis Unsupported
debt_to_income_ratio is an unsupported type, check if it needs cleaning or further analysis Unsupported

Reproduction

Analysis started2021-05-02 06:38:22.238634
Analysis finished2021-05-02 06:40:33.117600
Duration2 minutes and 10.88 seconds
Software versionpandas-profiling v2.11.0
Download configurationconfig.yaml

Variables

df_index
Real number (ℝ≥0)

UNIFORM
UNIQUE

Distinct12603
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6302.900976
Minimum0
Maximum12613
Zeros1
Zeros (%)< 0.1%
Memory size98.6 KiB

Quantile statistics

Minimum0
5-th percentile630.1
Q13150.5
median6301
Q39454.5
95-th percentile11980.9
Maximum12613
Range12613
Interquartile range (IQR)6304

Descriptive statistics

Standard deviation3640.781372
Coefficient of variation (CV)0.5776358197
Kurtosis-1.19945511
Mean6302.900976
Median Absolute Deviation (MAD)3152
Skewness0.001245592556
Sum79435461
Variance13255289
MonotocityStrictly increasing
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
20471
 
< 0.1%
115991
 
< 0.1%
34031
 
< 0.1%
13541
 
< 0.1%
74971
 
< 0.1%
54481
 
< 0.1%
115911
 
< 0.1%
95421
 
< 0.1%
33951
 
< 0.1%
13461
 
< 0.1%
Other values (12593)12593
99.9%
ValueCountFrequency (%)
01
< 0.1%
11
< 0.1%
21
< 0.1%
31
< 0.1%
41
< 0.1%
51
< 0.1%
61
< 0.1%
71
< 0.1%
81
< 0.1%
91
< 0.1%
ValueCountFrequency (%)
126131
< 0.1%
126121
< 0.1%
126111
< 0.1%
126101
< 0.1%
126091
< 0.1%
126081
< 0.1%
126071
< 0.1%
126061
< 0.1%
126051
< 0.1%
126041
< 0.1%

derived_msa-md
Real number (ℝ≥0)

Distinct185
Distinct (%)1.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean32715.393
Minimum10580
Maximum99999
Zeros0
Zeros (%)0.0%
Memory size98.6 KiB

Quantile statistics

Minimum10580
5-th percentile10580
Q110580
median29460
Q339100
95-th percentile99999
Maximum99999
Range89419
Interquartile range (IQR)28520

Descriptive statistics

Standard deviation26682.20275
Coefficient of variation (CV)0.8155855792
Kurtosis1.573081912
Mean32715.393
Median Absolute Deviation (MAD)17080
Skewness1.52611876
Sum412312098
Variance711939943.7
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
105804496
35.7%
999991366
 
10.8%
367401288
 
10.2%
39100654
 
5.2%
35614639
 
5.1%
24020576
 
4.6%
35840364
 
2.9%
13780309
 
2.5%
45060228
 
1.8%
45300203
 
1.6%
Other values (175)2480
19.7%
ValueCountFrequency (%)
105804496
35.7%
107402
 
< 0.1%
109005
 
< 0.1%
112441
 
< 0.1%
114601
 
< 0.1%
115408
 
0.1%
117006
 
< 0.1%
120601
 
< 0.1%
122201
 
< 0.1%
124205
 
< 0.1%
ValueCountFrequency (%)
999991366
10.8%
497402
 
< 0.1%
496204
 
< 0.1%
4934016
 
0.1%
491801
 
< 0.1%
4890015
 
0.1%
488642
 
< 0.1%
48424131
 
1.0%
48060169
 
1.3%
4789421
 
0.2%

state_code
Categorical

Distinct35
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size727.0 KiB
NY
8623 
FL
2591 
CT
 
338
MA
 
130
NC
 
122
Other values (30)
 
799

Length

Max length2
Median length2
Mean length2
Min length2

Characters and Unicode

Total characters25206
Distinct characters23
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique2 ?
Unique (%)< 0.1%

Sample

1st rowNY
2nd rowNY
3rd rowNY
4th rowNY
5th rowNY
ValueCountFrequency (%)
NY8623
68.4%
FL2591
 
20.6%
CT338
 
2.7%
MA130
 
1.0%
NC122
 
1.0%
NJ107
 
0.8%
PA96
 
0.8%
TX87
 
0.7%
VT79
 
0.6%
WI44
 
0.3%
Other values (25)386
 
3.1%
Histogram of lengths of the category
ValueCountFrequency (%)
ny8623
68.4%
fl2591
 
20.6%
ct338
 
2.7%
ma130
 
1.0%
nc122
 
1.0%
nj107
 
0.8%
pa96
 
0.8%
tx87
 
0.7%
vt79
 
0.6%
wi44
 
0.3%
Other values (25)386
 
3.1%

Most occurring characters

ValueCountFrequency (%)
N8953
35.5%
Y8628
34.2%
L2643
 
10.5%
F2591
 
10.3%
C539
 
2.1%
T533
 
2.1%
A343
 
1.4%
M214
 
0.8%
I131
 
0.5%
V118
 
0.5%
Other values (13)513
 
2.0%

Most occurring categories

ValueCountFrequency (%)
Uppercase Letter25206
100.0%

Most frequent character per category

ValueCountFrequency (%)
N8953
35.5%
Y8628
34.2%
L2643
 
10.5%
F2591
 
10.3%
C539
 
2.1%
T533
 
2.1%
A343
 
1.4%
M214
 
0.8%
I131
 
0.5%
V118
 
0.5%
Other values (13)513
 
2.0%

Most occurring scripts

ValueCountFrequency (%)
Latin25206
100.0%

Most frequent character per script

ValueCountFrequency (%)
N8953
35.5%
Y8628
34.2%
L2643
 
10.5%
F2591
 
10.3%
C539
 
2.1%
T533
 
2.1%
A343
 
1.4%
M214
 
0.8%
I131
 
0.5%
V118
 
0.5%
Other values (13)513
 
2.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII25206
100.0%

Most frequent character per block

ValueCountFrequency (%)
N8953
35.5%
Y8628
34.2%
L2643
 
10.5%
F2591
 
10.3%
C539
 
2.1%
T533
 
2.1%
A343
 
1.4%
M214
 
0.8%
I131
 
0.5%
V118
 
0.5%
Other values (13)513
 
2.0%

county_code
Real number (ℝ≥0)

Distinct417
Distinct (%)3.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean30288.52265
Minimum1003
Maximum55139
Zeros0
Zeros (%)0.0%
Memory size98.6 KiB

Quantile statistics

Minimum1003
5-th percentile12035
Q125003
median36039
Q336091
95-th percentile36119
Maximum55139
Range54136
Interquartile range (IQR)11088

Descriptive statistics

Standard deviation10976.75855
Coefficient of variation (CV)0.3624065352
Kurtosis-0.4961507518
Mean30288.52265
Median Absolute Deviation (MAD)52
Skewness-0.9769146102
Sum381726251
Variance120489228.3
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
360011448
 
11.5%
360911386
 
11.0%
36093865
 
6.9%
36083686
 
5.4%
12095648
 
5.1%
12117376
 
3.0%
36119372
 
3.0%
36027361
 
2.9%
36021314
 
2.5%
36113305
 
2.4%
Other values (407)5842
46.4%
ValueCountFrequency (%)
10032
 
< 0.1%
10311
 
< 0.1%
10331
 
< 0.1%
10471
 
< 0.1%
10691
 
< 0.1%
10735
< 0.1%
10811
 
< 0.1%
10892
 
< 0.1%
11151
 
< 0.1%
11171
 
< 0.1%
ValueCountFrequency (%)
551395
< 0.1%
551351
 
< 0.1%
551334
< 0.1%
551291
 
< 0.1%
551271
 
< 0.1%
551091
 
< 0.1%
550991
 
< 0.1%
550971
 
< 0.1%
550951
 
< 0.1%
550893
< 0.1%
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size762.8 KiB
C
12450 
NC
 
153

Length

Max length2
Median length1
Mean length1.012139967
Min length1

Characters and Unicode

Total characters12756
Distinct characters2
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowC
2nd rowC
3rd rowC
4th rowC
5th rowC
ValueCountFrequency (%)
C12450
98.8%
NC153
 
1.2%
Histogram of lengths of the category
ValueCountFrequency (%)
c12450
98.8%
nc153
 
1.2%

Most occurring characters

ValueCountFrequency (%)
C12603
98.8%
N153
 
1.2%

Most occurring categories

ValueCountFrequency (%)
Uppercase Letter12756
100.0%

Most frequent character per category

ValueCountFrequency (%)
C12603
98.8%
N153
 
1.2%

Most occurring scripts

ValueCountFrequency (%)
Latin12756
100.0%

Most frequent character per script

ValueCountFrequency (%)
C12603
98.8%
N153
 
1.2%

Most occurring blocks

ValueCountFrequency (%)
ASCII12756
100.0%

Most frequent character per block

ValueCountFrequency (%)
C12603
98.8%
N153
 
1.2%

derived_loan_product_type
Categorical

HIGH CORRELATION

Distinct5
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.3 MiB
Conventional:First Lien
8715 
FHA:First Lien
1680 
Conventional:Subordinate Lien
1488 
VA:First Lien
 
541
FSA/RHS:First Lien
 
179

Length

Max length29
Median length23
Mean length22.0084107
Min length13

Characters and Unicode

Total characters277372
Distinct characters24
Distinct categories4 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowVA:First Lien
2nd rowVA:First Lien
3rd rowConventional:First Lien
4th rowFHA:First Lien
5th rowFHA:First Lien
ValueCountFrequency (%)
Conventional:First Lien8715
69.2%
FHA:First Lien1680
 
13.3%
Conventional:Subordinate Lien1488
 
11.8%
VA:First Lien541
 
4.3%
FSA/RHS:First Lien179
 
1.4%
Histogram of lengths of the category
ValueCountFrequency (%)
lien12603
50.0%
conventional:first8715
34.6%
fha:first1680
 
6.7%
conventional:subordinate1488
 
5.9%
va:first541
 
2.1%
fsa/rhs:first179
 
0.7%

Most occurring characters

ValueCountFrequency (%)
n44700
16.1%
i35409
12.8%
e24294
 
8.8%
t22806
 
8.2%
o21894
 
7.9%
F12974
 
4.7%
:12603
 
4.5%
r12603
 
4.5%
12603
 
4.5%
L12603
 
4.5%
Other values (14)64883
23.4%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter209382
75.5%
Uppercase Letter42605
 
15.4%
Other Punctuation12782
 
4.6%
Space Separator12603
 
4.5%

Most frequent character per category

ValueCountFrequency (%)
n44700
21.3%
i35409
16.9%
e24294
11.6%
t22806
10.9%
o21894
10.5%
r12603
 
6.0%
a11691
 
5.6%
s11115
 
5.3%
v10203
 
4.9%
l10203
 
4.9%
Other values (3)4464
 
2.1%
ValueCountFrequency (%)
F12974
30.5%
L12603
29.6%
C10203
23.9%
A2400
 
5.6%
H1859
 
4.4%
S1846
 
4.3%
V541
 
1.3%
R179
 
0.4%
ValueCountFrequency (%)
:12603
98.6%
/179
 
1.4%
ValueCountFrequency (%)
12603
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin251987
90.8%
Common25385
 
9.2%

Most frequent character per script

ValueCountFrequency (%)
n44700
17.7%
i35409
14.1%
e24294
9.6%
t22806
9.1%
o21894
8.7%
F12974
 
5.1%
r12603
 
5.0%
L12603
 
5.0%
a11691
 
4.6%
s11115
 
4.4%
Other values (11)41898
16.6%
ValueCountFrequency (%)
:12603
49.6%
12603
49.6%
/179
 
0.7%

Most occurring blocks

ValueCountFrequency (%)
ASCII277372
100.0%

Most frequent character per block

ValueCountFrequency (%)
n44700
16.1%
i35409
12.8%
e24294
 
8.8%
t22806
 
8.2%
o21894
 
7.9%
F12974
 
4.7%
:12603
 
4.5%
r12603
 
4.5%
12603
 
4.5%
L12603
 
4.5%
Other values (14)64883
23.4%

derived_dwelling_category
Categorical

HIGH CORRELATION

Distinct3
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.6 MiB
Single Family (1-4 Units):Site-Built
12513 
Single Family (1-4 Units):Manufactured
 
76
Multifamily:Site-Built
 
14

Length

Max length38
Median length36
Mean length35.99650877
Min length22

Characters and Unicode

Total characters453664
Distinct characters27
Distinct categories8 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowSingle Family (1-4 Units):Site-Built
2nd rowSingle Family (1-4 Units):Site-Built
3rd rowSingle Family (1-4 Units):Site-Built
4th rowSingle Family (1-4 Units):Site-Built
5th rowSingle Family (1-4 Units):Manufactured
ValueCountFrequency (%)
Single Family (1-4 Units):Site-Built12513
99.3%
Single Family (1-4 Units):Manufactured76
 
0.6%
Multifamily:Site-Built14
 
0.1%
Histogram of lengths of the category
ValueCountFrequency (%)
single12589
25.0%
1-412589
25.0%
family12589
25.0%
units):site-built12513
24.8%
units):manufactured76
 
0.2%
multifamily:site-built14
 
< 0.1%

Most occurring characters

ValueCountFrequency (%)
i62849
13.9%
37767
 
8.3%
l37733
 
8.3%
t37733
 
8.3%
n25254
 
5.6%
e25192
 
5.6%
S25116
 
5.5%
-25116
 
5.5%
a12755
 
2.8%
u12693
 
2.8%
Other values (17)151456
33.4%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter264911
58.4%
Uppercase Letter62911
 
13.9%
Space Separator37767
 
8.3%
Decimal Number25178
 
5.5%
Dash Punctuation25116
 
5.5%
Other Punctuation12603
 
2.8%
Open Punctuation12589
 
2.8%
Close Punctuation12589
 
2.8%

Most frequent character per category

ValueCountFrequency (%)
i62849
23.7%
l37733
14.2%
t37733
14.2%
n25254
9.5%
e25192
9.5%
a12755
 
4.8%
u12693
 
4.8%
m12603
 
4.8%
y12603
 
4.8%
g12589
 
4.8%
Other values (5)12907
 
4.9%
ValueCountFrequency (%)
S25116
39.9%
F12589
20.0%
U12589
20.0%
B12527
19.9%
M90
 
0.1%
ValueCountFrequency (%)
112589
50.0%
412589
50.0%
ValueCountFrequency (%)
37767
100.0%
ValueCountFrequency (%)
(12589
100.0%
ValueCountFrequency (%)
-25116
100.0%
ValueCountFrequency (%)
)12589
100.0%
ValueCountFrequency (%)
:12603
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin327822
72.3%
Common125842
 
27.7%

Most frequent character per script

ValueCountFrequency (%)
i62849
19.2%
l37733
11.5%
t37733
11.5%
n25254
 
7.7%
e25192
 
7.7%
S25116
 
7.7%
a12755
 
3.9%
u12693
 
3.9%
m12603
 
3.8%
y12603
 
3.8%
Other values (10)63291
19.3%
ValueCountFrequency (%)
37767
30.0%
-25116
20.0%
:12603
 
10.0%
(12589
 
10.0%
112589
 
10.0%
412589
 
10.0%
)12589
 
10.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII453664
100.0%

Most frequent character per block

ValueCountFrequency (%)
i62849
13.9%
37767
 
8.3%
l37733
 
8.3%
t37733
 
8.3%
n25254
 
5.6%
e25192
 
5.6%
S25116
 
5.5%
-25116
 
5.5%
a12755
 
2.8%
u12693
 
2.8%
Other values (17)151456
33.4%

action_taken
Categorical

Distinct5
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size98.6 KiB
1
9985 
3
1624 
4
 
521
2
 
345
5
 
128

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters12603
Distinct characters5
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row1
2nd row1
3rd row1
4th row1
5th row1
ValueCountFrequency (%)
19985
79.2%
31624
 
12.9%
4521
 
4.1%
2345
 
2.7%
5128
 
1.0%
Histogram of lengths of the category
ValueCountFrequency (%)
19985
79.2%
31624
 
12.9%
4521
 
4.1%
2345
 
2.7%
5128
 
1.0%

Most occurring characters

ValueCountFrequency (%)
19985
79.2%
31624
 
12.9%
4521
 
4.1%
2345
 
2.7%
5128
 
1.0%

Most occurring categories

ValueCountFrequency (%)
Decimal Number12603
100.0%

Most frequent character per category

ValueCountFrequency (%)
19985
79.2%
31624
 
12.9%
4521
 
4.1%
2345
 
2.7%
5128
 
1.0%

Most occurring scripts

ValueCountFrequency (%)
Common12603
100.0%

Most frequent character per script

ValueCountFrequency (%)
19985
79.2%
31624
 
12.9%
4521
 
4.1%
2345
 
2.7%
5128
 
1.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII12603
100.0%

Most frequent character per block

ValueCountFrequency (%)
19985
79.2%
31624
 
12.9%
4521
 
4.1%
2345
 
2.7%
5128
 
1.0%

loan_type
Categorical

HIGH CORRELATION

Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size98.6 KiB
1
10203 
2
1680 
3
 
541
4
 
179

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters12603
Distinct characters4
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row3
2nd row3
3rd row1
4th row2
5th row2
ValueCountFrequency (%)
110203
81.0%
21680
 
13.3%
3541
 
4.3%
4179
 
1.4%
Histogram of lengths of the category
ValueCountFrequency (%)
110203
81.0%
21680
 
13.3%
3541
 
4.3%
4179
 
1.4%

Most occurring characters

ValueCountFrequency (%)
110203
81.0%
21680
 
13.3%
3541
 
4.3%
4179
 
1.4%

Most occurring categories

ValueCountFrequency (%)
Decimal Number12603
100.0%

Most frequent character per category

ValueCountFrequency (%)
110203
81.0%
21680
 
13.3%
3541
 
4.3%
4179
 
1.4%

Most occurring scripts

ValueCountFrequency (%)
Common12603
100.0%

Most frequent character per script

ValueCountFrequency (%)
110203
81.0%
21680
 
13.3%
3541
 
4.3%
4179
 
1.4%

Most occurring blocks

ValueCountFrequency (%)
ASCII12603
100.0%

Most frequent character per block

ValueCountFrequency (%)
110203
81.0%
21680
 
13.3%
3541
 
4.3%
4179
 
1.4%

loan_purpose
Categorical

Distinct5
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size98.6 KiB
1
8171 
32
2079 
4
1003 
31
 
768
2
 
582

Length

Max length2
Median length1
Mean length1.225898596
Min length1

Characters and Unicode

Total characters15450
Distinct characters4
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row1
2nd row1
3rd row1
4th row1
5th row1
ValueCountFrequency (%)
18171
64.8%
322079
 
16.5%
41003
 
8.0%
31768
 
6.1%
2582
 
4.6%
Histogram of lengths of the category
ValueCountFrequency (%)
18171
64.8%
322079
 
16.5%
41003
 
8.0%
31768
 
6.1%
2582
 
4.6%

Most occurring characters

ValueCountFrequency (%)
18939
57.9%
32847
 
18.4%
22661
 
17.2%
41003
 
6.5%

Most occurring categories

ValueCountFrequency (%)
Decimal Number15450
100.0%

Most frequent character per category

ValueCountFrequency (%)
18939
57.9%
32847
 
18.4%
22661
 
17.2%
41003
 
6.5%

Most occurring scripts

ValueCountFrequency (%)
Common15450
100.0%

Most frequent character per script

ValueCountFrequency (%)
18939
57.9%
32847
 
18.4%
22661
 
17.2%
41003
 
6.5%

Most occurring blocks

ValueCountFrequency (%)
ASCII15450
100.0%

Most frequent character per block

ValueCountFrequency (%)
18939
57.9%
32847
 
18.4%
22661
 
17.2%
41003
 
6.5%

lien_status
Categorical

HIGH CORRELATION

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size98.6 KiB
1
11115 
2
1488 

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters12603
Distinct characters2
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row1
2nd row1
3rd row1
4th row1
5th row1
ValueCountFrequency (%)
111115
88.2%
21488
 
11.8%
Histogram of lengths of the category
ValueCountFrequency (%)
111115
88.2%
21488
 
11.8%

Most occurring characters

ValueCountFrequency (%)
111115
88.2%
21488
 
11.8%

Most occurring categories

ValueCountFrequency (%)
Decimal Number12603
100.0%

Most frequent character per category

ValueCountFrequency (%)
111115
88.2%
21488
 
11.8%

Most occurring scripts

ValueCountFrequency (%)
Common12603
100.0%

Most frequent character per script

ValueCountFrequency (%)
111115
88.2%
21488
 
11.8%

Most occurring blocks

ValueCountFrequency (%)
ASCII12603
100.0%

Most frequent character per block

ValueCountFrequency (%)
111115
88.2%
21488
 
11.8%

open-end_line_of_credit
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size98.6 KiB
2
10862 
1
1741 

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters12603
Distinct characters2
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row2
3rd row2
4th row2
5th row2
ValueCountFrequency (%)
210862
86.2%
11741
 
13.8%
Histogram of lengths of the category
ValueCountFrequency (%)
210862
86.2%
11741
 
13.8%

Most occurring characters

ValueCountFrequency (%)
210862
86.2%
11741
 
13.8%

Most occurring categories

ValueCountFrequency (%)
Decimal Number12603
100.0%

Most frequent character per category

ValueCountFrequency (%)
210862
86.2%
11741
 
13.8%

Most occurring scripts

ValueCountFrequency (%)
Common12603
100.0%

Most frequent character per script

ValueCountFrequency (%)
210862
86.2%
11741
 
13.8%

Most occurring blocks

ValueCountFrequency (%)
ASCII12603
100.0%

Most frequent character per block

ValueCountFrequency (%)
210862
86.2%
11741
 
13.8%

business_or_commercial_purpose
Categorical

HIGH CORRELATION

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size98.6 KiB
2
12574 
1
 
29

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters12603
Distinct characters2
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row2
3rd row2
4th row2
5th row2
ValueCountFrequency (%)
212574
99.8%
129
 
0.2%
Histogram of lengths of the category
ValueCountFrequency (%)
212574
99.8%
129
 
0.2%

Most occurring characters

ValueCountFrequency (%)
212574
99.8%
129
 
0.2%

Most occurring categories

ValueCountFrequency (%)
Decimal Number12603
100.0%

Most frequent character per category

ValueCountFrequency (%)
212574
99.8%
129
 
0.2%

Most occurring scripts

ValueCountFrequency (%)
Common12603
100.0%

Most frequent character per script

ValueCountFrequency (%)
212574
99.8%
129
 
0.2%

Most occurring blocks

ValueCountFrequency (%)
ASCII12603
100.0%

Most frequent character per block

ValueCountFrequency (%)
212574
99.8%
129
 
0.2%

loan_amount
Real number (ℝ≥0)

Distinct90
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean200331.2703
Minimum5000
Maximum4855000
Zeros0
Zeros (%)0.0%
Memory size98.6 KiB

Quantile statistics

Minimum5000
5-th percentile35000
Q1115000
median185000
Q3265000
95-th percentile425000
Maximum4855000
Range4850000
Interquartile range (IQR)150000

Descriptive statistics

Standard deviation128800.4833
Coefficient of variation (CV)0.6429374861
Kurtosis139.4477469
Mean200331.2703
Median Absolute Deviation (MAD)70000
Skewness4.903971566
Sum2524775000
Variance1.658956451 × 1010
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
205000510
 
4.0%
155000493
 
3.9%
165000490
 
3.9%
125000482
 
3.8%
145000479
 
3.8%
105000448
 
3.6%
135000443
 
3.5%
175000439
 
3.5%
185000423
 
3.4%
115000407
 
3.2%
Other values (80)7989
63.4%
ValueCountFrequency (%)
500031
 
0.2%
15000173
1.4%
25000276
2.2%
35000231
1.8%
45000230
1.8%
55000360
2.9%
65000287
2.3%
75000310
2.5%
85000342
2.7%
95000301
2.4%
ValueCountFrequency (%)
48550001
 
< 0.1%
17250001
 
< 0.1%
14050001
 
< 0.1%
12550001
 
< 0.1%
12150001
 
< 0.1%
12050001
 
< 0.1%
11650001
 
< 0.1%
10150001
 
< 0.1%
10050003
< 0.1%
9250001
 
< 0.1%

loan_to_value_ratio
Real number (ℝ≥0)

Distinct4173
Distinct (%)33.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean82.62322292
Minimum3.053
Maximum283.333
Zeros0
Zeros (%)0.0%
Memory size98.6 KiB

Quantile statistics

Minimum3.053
5-th percentile42.5311
Q179.3135
median89.1445
Q395
95-th percentile100
Maximum283.333
Range280.28
Interquartile range (IQR)15.6865

Descriptive statistics

Standard deviation17.85693813
Coefficient of variation (CV)0.2161249283
Kurtosis4.787500233
Mean82.62322292
Median Absolute Deviation (MAD)7.3555
Skewness-1.507632189
Sum1041300.478
Variance318.8702394
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
89.14451385
 
11.0%
951175
 
9.3%
96.51131
 
9.0%
801114
 
8.8%
90586
 
4.6%
100468
 
3.7%
89.5451
 
3.6%
97337
 
2.7%
85158
 
1.3%
75153
 
1.2%
Other values (4163)5645
44.8%
ValueCountFrequency (%)
3.0531
< 0.1%
3.121
< 0.1%
42
< 0.1%
4.0821
< 0.1%
4.4441
< 0.1%
4.5452
< 0.1%
52
< 0.1%
5.1371
< 0.1%
5.4351
< 0.1%
6.6671
< 0.1%
ValueCountFrequency (%)
283.3331
< 0.1%
243.9511
< 0.1%
171.4291
< 0.1%
158.381
< 0.1%
153.4391
< 0.1%
145.4381
< 0.1%
145.2081
< 0.1%
142.9231
< 0.1%
130.9681
< 0.1%
129.7521
< 0.1%

interest_rate
Real number (ℝ≥0)

Distinct39
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.933832024
Minimum1.99
Maximum8.5
Zeros0
Zeros (%)0.0%
Memory size98.6 KiB

Quantile statistics

Minimum1.99
5-th percentile2.99
Q13.625
median3.875
Q34.25
95-th percentile4.99
Maximum8.5
Range6.51
Interquartile range (IQR)0.625

Descriptive statistics

Standard deviation0.5496505619
Coefficient of variation (CV)0.1397239533
Kurtosis1.925694237
Mean3.933832024
Median Absolute Deviation (MAD)0.25
Skewness0.4113472955
Sum49578.085
Variance0.3021157402
MonotocityNot monotonic
Histogram with fixed size bins (bins=39)
ValueCountFrequency (%)
3.8752904
23.0%
3.751317
10.4%
3.6251290
10.2%
2.99886
 
7.0%
3.5711
 
5.6%
4689
 
5.5%
4.125667
 
5.3%
4.25625
 
5.0%
4.5503
 
4.0%
4.375457
 
3.6%
Other values (29)2554
20.3%
ValueCountFrequency (%)
1.9974
 
0.6%
2.7516
 
0.1%
2.87518
 
0.1%
2.99886
7.0%
340
 
0.3%
3.12555
 
0.4%
3.25154
 
1.2%
3.375306
 
2.4%
3.5711
5.6%
3.6251290
10.2%
ValueCountFrequency (%)
8.51
 
< 0.1%
7.51
 
< 0.1%
72
 
< 0.1%
6.54
 
< 0.1%
6.1251
 
< 0.1%
615
0.1%
5.87516
0.1%
5.7519
0.2%
5.62526
0.2%
5.535
0.3%

rate_spread
Real number (ℝ)

Distinct2224
Distinct (%)17.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1920783544
Minimum-3.03
Maximum2.967
Zeros17
Zeros (%)0.1%
Memory size98.6 KiB

Quantile statistics

Minimum-3.03
5-th percentile-1.679
Q1-0.036
median0.1815
Q30.521
95-th percentile1.4419
Maximum2.967
Range5.997
Interquartile range (IQR)0.557

Descriptive statistics

Standard deviation0.7987480285
Coefficient of variation (CV)4.158448937
Kurtosis2.750604743
Mean0.1920783544
Median Absolute Deviation (MAD)0.2545
Skewness-1.006302713
Sum2420.7635
Variance0.637998413
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.18152299
 
18.2%
-2.2161
 
0.5%
-1.6251
 
0.4%
-2.0548
 
0.4%
-2.1641
 
0.3%
-2.6840
 
0.3%
-1.4636
 
0.3%
-1.3835
 
0.3%
-1.9435
 
0.3%
-2.1833
 
0.3%
Other values (2214)9924
78.7%
ValueCountFrequency (%)
-3.031
 
< 0.1%
-2.942
 
< 0.1%
-2.7421
0.2%
-2.6840
0.3%
-2.671
 
< 0.1%
-2.3513
 
0.1%
-2.3324
0.2%
-2.3114
 
0.1%
-2.286
 
< 0.1%
-2.2714
 
0.1%
ValueCountFrequency (%)
2.9671
< 0.1%
2.6711
< 0.1%
2.6231
< 0.1%
2.5281
< 0.1%
2.4931
< 0.1%
2.4631
< 0.1%
2.461
< 0.1%
2.4411
< 0.1%
2.4371
< 0.1%
2.4341
< 0.1%

hoepa_status
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size98.6 KiB
2
9491 
3
3112 

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters12603
Distinct characters2
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row2
3rd row2
4th row2
5th row2
ValueCountFrequency (%)
29491
75.3%
33112
 
24.7%
Histogram of lengths of the category
ValueCountFrequency (%)
29491
75.3%
33112
 
24.7%

Most occurring characters

ValueCountFrequency (%)
29491
75.3%
33112
 
24.7%

Most occurring categories

ValueCountFrequency (%)
Decimal Number12603
100.0%

Most frequent character per category

ValueCountFrequency (%)
29491
75.3%
33112
 
24.7%

Most occurring scripts

ValueCountFrequency (%)
Common12603
100.0%

Most frequent character per script

ValueCountFrequency (%)
29491
75.3%
33112
 
24.7%

Most occurring blocks

ValueCountFrequency (%)
ASCII12603
100.0%

Most frequent character per block

ValueCountFrequency (%)
29491
75.3%
33112
 
24.7%

loan_term
Real number (ℝ≥0)

Distinct70
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean338.3991113
Minimum12
Maximum369
Zeros0
Zeros (%)0.0%
Memory size98.6 KiB

Quantile statistics

Minimum12
5-th percentile180
Q1360
median360
Q3360
95-th percentile360
Maximum369
Range357
Interquartile range (IQR)0

Descriptive statistics

Standard deviation55.87362068
Coefficient of variation (CV)0.1651116058
Kurtosis5.346225581
Mean338.3991113
Median Absolute Deviation (MAD)0
Skewness-2.538234093
Sum4264844
Variance3121.861488
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
36010438
82.8%
180670
 
5.3%
240558
 
4.4%
368186
 
1.5%
12099
 
0.8%
31181
 
0.6%
31069
 
0.5%
16163
 
0.5%
31262
 
0.5%
30958
 
0.5%
Other values (60)319
 
2.5%
ValueCountFrequency (%)
123
 
< 0.1%
6016
 
0.1%
651
 
< 0.1%
845
 
< 0.1%
963
 
< 0.1%
1084
 
< 0.1%
1096
 
< 0.1%
1101
 
< 0.1%
12099
0.8%
1291
 
< 0.1%
ValueCountFrequency (%)
3691
 
< 0.1%
368186
 
1.5%
3666
 
< 0.1%
3655
 
< 0.1%
3641
 
< 0.1%
3631
 
< 0.1%
36010438
82.8%
3484
 
< 0.1%
3366
 
< 0.1%
3243
 
< 0.1%

interest_only_payment
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size98.6 KiB
2
10649 
1
1954 

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters12603
Distinct characters2
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row2
3rd row2
4th row2
5th row2
ValueCountFrequency (%)
210649
84.5%
11954
 
15.5%
Histogram of lengths of the category
ValueCountFrequency (%)
210649
84.5%
11954
 
15.5%

Most occurring characters

ValueCountFrequency (%)
210649
84.5%
11954
 
15.5%

Most occurring categories

ValueCountFrequency (%)
Decimal Number12603
100.0%

Most frequent character per category

ValueCountFrequency (%)
210649
84.5%
11954
 
15.5%

Most occurring scripts

ValueCountFrequency (%)
Common12603
100.0%

Most frequent character per script

ValueCountFrequency (%)
210649
84.5%
11954
 
15.5%

Most occurring blocks

ValueCountFrequency (%)
ASCII12603
100.0%

Most frequent character per block

ValueCountFrequency (%)
210649
84.5%
11954
 
15.5%

balloon_payment
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size98.6 KiB
2
12581 
1
 
22

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters12603
Distinct characters2
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row2
3rd row2
4th row2
5th row2
ValueCountFrequency (%)
212581
99.8%
122
 
0.2%
Histogram of lengths of the category
ValueCountFrequency (%)
212581
99.8%
122
 
0.2%

Most occurring characters

ValueCountFrequency (%)
212581
99.8%
122
 
0.2%

Most occurring categories

ValueCountFrequency (%)
Decimal Number12603
100.0%

Most frequent character per category

ValueCountFrequency (%)
212581
99.8%
122
 
0.2%

Most occurring scripts

ValueCountFrequency (%)
Common12603
100.0%

Most frequent character per script

ValueCountFrequency (%)
212581
99.8%
122
 
0.2%

Most occurring blocks

ValueCountFrequency (%)
ASCII12603
100.0%

Most frequent character per block

ValueCountFrequency (%)
212581
99.8%
122
 
0.2%

property_value
Real number (ℝ≥0)

Distinct127
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean281557.1689
Minimum35000
Maximum8405000
Zeros0
Zeros (%)0.0%
Memory size98.6 KiB

Quantile statistics

Minimum35000
5-th percentile105000
Q1185000
median255000
Q3335000
95-th percentile555000
Maximum8405000
Range8370000
Interquartile range (IQR)150000

Descriptive statistics

Standard deviation169865.3078
Coefficient of variation (CV)0.6033066337
Kurtosis426.5376861
Mean281557.1689
Median Absolute Deviation (MAD)70000
Skewness10.68325038
Sum3548465000
Variance2.885422279 × 1010
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
2550001744
 
13.8%
175000391
 
3.1%
215000384
 
3.0%
205000375
 
3.0%
195000370
 
2.9%
225000366
 
2.9%
235000364
 
2.9%
165000360
 
2.9%
185000355
 
2.8%
265000352
 
2.8%
Other values (117)7542
59.8%
ValueCountFrequency (%)
350002
 
< 0.1%
4500010
 
0.1%
5500049
 
0.4%
6500083
 
0.7%
75000122
 
1.0%
85000164
1.3%
95000157
1.2%
105000166
1.3%
115000215
1.7%
125000305
2.4%
ValueCountFrequency (%)
84050001
< 0.1%
24850001
< 0.1%
22050001
< 0.1%
21350002
< 0.1%
18750001
< 0.1%
18550001
< 0.1%
17750001
< 0.1%
17550001
< 0.1%
17450002
< 0.1%
17050001
< 0.1%

construction_method
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size98.6 KiB
1
12527 
2
 
76

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters12603
Distinct characters2
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row1
2nd row1
3rd row1
4th row1
5th row2
ValueCountFrequency (%)
112527
99.4%
276
 
0.6%
Histogram of lengths of the category
ValueCountFrequency (%)
112527
99.4%
276
 
0.6%

Most occurring characters

ValueCountFrequency (%)
112527
99.4%
276
 
0.6%

Most occurring categories

ValueCountFrequency (%)
Decimal Number12603
100.0%

Most frequent character per category

ValueCountFrequency (%)
112527
99.4%
276
 
0.6%

Most occurring scripts

ValueCountFrequency (%)
Common12603
100.0%

Most frequent character per script

ValueCountFrequency (%)
112527
99.4%
276
 
0.6%

Most occurring blocks

ValueCountFrequency (%)
ASCII12603
100.0%

Most frequent character per block

ValueCountFrequency (%)
112527
99.4%
276
 
0.6%

occupancy_type
Categorical

HIGH CORRELATION

Distinct3
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size98.6 KiB
1
12062 
2
 
515
3
 
26

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters12603
Distinct characters3
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row1
2nd row1
3rd row1
4th row1
5th row1
ValueCountFrequency (%)
112062
95.7%
2515
 
4.1%
326
 
0.2%
Histogram of lengths of the category
ValueCountFrequency (%)
112062
95.7%
2515
 
4.1%
326
 
0.2%

Most occurring characters

ValueCountFrequency (%)
112062
95.7%
2515
 
4.1%
326
 
0.2%

Most occurring categories

ValueCountFrequency (%)
Decimal Number12603
100.0%

Most frequent character per category

ValueCountFrequency (%)
112062
95.7%
2515
 
4.1%
326
 
0.2%

Most occurring scripts

ValueCountFrequency (%)
Common12603
100.0%

Most frequent character per script

ValueCountFrequency (%)
112062
95.7%
2515
 
4.1%
326
 
0.2%

Most occurring blocks

ValueCountFrequency (%)
ASCII12603
100.0%

Most frequent character per block

ValueCountFrequency (%)
112062
95.7%
2515
 
4.1%
326
 
0.2%

manufactured_home_secured_property_type
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size98.6 KiB
3
12527 
1
 
76

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters12603
Distinct characters2
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row3
2nd row3
3rd row3
4th row3
5th row1
ValueCountFrequency (%)
312527
99.4%
176
 
0.6%
Histogram of lengths of the category
ValueCountFrequency (%)
312527
99.4%
176
 
0.6%

Most occurring characters

ValueCountFrequency (%)
312527
99.4%
176
 
0.6%

Most occurring categories

ValueCountFrequency (%)
Decimal Number12603
100.0%

Most frequent character per category

ValueCountFrequency (%)
312527
99.4%
176
 
0.6%

Most occurring scripts

ValueCountFrequency (%)
Common12603
100.0%

Most frequent character per script

ValueCountFrequency (%)
312527
99.4%
176
 
0.6%

Most occurring blocks

ValueCountFrequency (%)
ASCII12603
100.0%

Most frequent character per block

ValueCountFrequency (%)
312527
99.4%
176
 
0.6%

manufactured_home_land_property_interest
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size98.6 KiB
5
12527 
1
 
76

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters12603
Distinct characters2
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row5
2nd row5
3rd row5
4th row5
5th row1
ValueCountFrequency (%)
512527
99.4%
176
 
0.6%
Histogram of lengths of the category
ValueCountFrequency (%)
512527
99.4%
176
 
0.6%

Most occurring characters

ValueCountFrequency (%)
512527
99.4%
176
 
0.6%

Most occurring categories

ValueCountFrequency (%)
Decimal Number12603
100.0%

Most frequent character per category

ValueCountFrequency (%)
512527
99.4%
176
 
0.6%

Most occurring scripts

ValueCountFrequency (%)
Common12603
100.0%

Most frequent character per script

ValueCountFrequency (%)
512527
99.4%
176
 
0.6%

Most occurring blocks

ValueCountFrequency (%)
ASCII12603
100.0%

Most frequent character per block

ValueCountFrequency (%)
512527
99.4%
176
 
0.6%

total_units
Unsupported

REJECTED
UNSUPPORTED

Missing0
Missing (%)0.0%
Memory size443.2 KiB

income
Real number (ℝ≥0)

SKEWED

Distinct470
Distinct (%)3.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean106.9553281
Minimum0
Maximum15211
Zeros13
Zeros (%)0.1%
Memory size98.6 KiB

Quantile statistics

Minimum0
5-th percentile34
Q159
median87
Q3130
95-th percentile232
Maximum15211
Range15211
Interquartile range (IQR)71

Descriptive statistics

Standard deviation156.7412478
Coefficient of variation (CV)1.465483305
Kurtosis6851.831888
Mean106.9553281
Median Absolute Deviation (MAD)33
Skewness71.89451184
Sum1347958
Variance24567.81875
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
87189
 
1.5%
60153
 
1.2%
65146
 
1.2%
50137
 
1.1%
52135
 
1.1%
73134
 
1.1%
75134
 
1.1%
55131
 
1.0%
48128
 
1.0%
62127
 
1.0%
Other values (460)11189
88.8%
ValueCountFrequency (%)
013
0.1%
11
 
< 0.1%
21
 
< 0.1%
31
 
< 0.1%
41
 
< 0.1%
53
 
< 0.1%
64
 
< 0.1%
73
 
< 0.1%
86
< 0.1%
95
 
< 0.1%
ValueCountFrequency (%)
152111
< 0.1%
27841
< 0.1%
16321
< 0.1%
13561
< 0.1%
12781
< 0.1%
12751
< 0.1%
11711
< 0.1%
11141
< 0.1%
9011
< 0.1%
8781
< 0.1%

debt_to_income_ratio
Unsupported

REJECTED
UNSUPPORTED

Missing0
Missing (%)0.0%
Memory size650.3 KiB
Distinct5
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size98.6 KiB
2
7502 
1
2302 
3
2111 
9
 
687
4
 
1

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters12603
Distinct characters5
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

1st row2
2nd row3
3rd row2
4th row2
5th row3
ValueCountFrequency (%)
27502
59.5%
12302
 
18.3%
32111
 
16.7%
9687
 
5.5%
41
 
< 0.1%
Histogram of lengths of the category
ValueCountFrequency (%)
27502
59.5%
12302
 
18.3%
32111
 
16.7%
9687
 
5.5%
41
 
< 0.1%

Most occurring characters

ValueCountFrequency (%)
27502
59.5%
12302
 
18.3%
32111
 
16.7%
9687
 
5.5%
41
 
< 0.1%

Most occurring categories

ValueCountFrequency (%)
Decimal Number12603
100.0%

Most frequent character per category

ValueCountFrequency (%)
27502
59.5%
12302
 
18.3%
32111
 
16.7%
9687
 
5.5%
41
 
< 0.1%

Most occurring scripts

ValueCountFrequency (%)
Common12603
100.0%

Most frequent character per script

ValueCountFrequency (%)
27502
59.5%
12302
 
18.3%
32111
 
16.7%
9687
 
5.5%
41
 
< 0.1%

Most occurring blocks

ValueCountFrequency (%)
ASCII12603
100.0%

Most frequent character per block

ValueCountFrequency (%)
27502
59.5%
12302
 
18.3%
32111
 
16.7%
9687
 
5.5%
41
 
< 0.1%
Distinct5
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size98.6 KiB
10
6615 
2
3518 
1
945 
3
856 
9
669 

Length

Max length2
Median length2
Mean length1.52487503
Min length1

Characters and Unicode

Total characters19218
Distinct characters5
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row1
2nd row10
3rd row3
4th row3
5th row10
ValueCountFrequency (%)
106615
52.5%
23518
27.9%
1945
 
7.5%
3856
 
6.8%
9669
 
5.3%
Histogram of lengths of the category
ValueCountFrequency (%)
106615
52.5%
23518
27.9%
1945
 
7.5%
3856
 
6.8%
9669
 
5.3%

Most occurring characters

ValueCountFrequency (%)
17560
39.3%
06615
34.4%
23518
18.3%
3856
 
4.5%
9669
 
3.5%

Most occurring categories

ValueCountFrequency (%)
Decimal Number19218
100.0%

Most frequent character per category

ValueCountFrequency (%)
17560
39.3%
06615
34.4%
23518
18.3%
3856
 
4.5%
9669
 
3.5%

Most occurring scripts

ValueCountFrequency (%)
Common19218
100.0%

Most frequent character per script

ValueCountFrequency (%)
17560
39.3%
06615
34.4%
23518
18.3%
3856
 
4.5%
9669
 
3.5%

Most occurring blocks

ValueCountFrequency (%)
ASCII19218
100.0%

Most frequent character per block

ValueCountFrequency (%)
17560
39.3%
06615
34.4%
23518
18.3%
3856
 
4.5%
9669
 
3.5%

denial_reason-1
Real number (ℝ≥0)

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.047131635
Minimum1
Maximum10
Zeros0
Zeros (%)0.0%
Memory size98.6 KiB

Quantile statistics

Minimum1
5-th percentile1
Q110
median10
Q310
95-th percentile10
Maximum10
Range9
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2.563400237
Coefficient of variation (CV)0.2833384481
Kurtosis4.066688572
Mean9.047131635
Median Absolute Deviation (MAD)0
Skewness-2.415693159
Sum114021
Variance6.571020775
MonotocityNot monotonic
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
1010979
87.1%
1671
 
5.3%
3631
 
5.0%
4200
 
1.6%
969
 
0.5%
635
 
0.3%
218
 
0.1%
ValueCountFrequency (%)
1671
 
5.3%
218
 
0.1%
3631
 
5.0%
4200
 
1.6%
635
 
0.3%
969
 
0.5%
1010979
87.1%
ValueCountFrequency (%)
1010979
87.1%
969
 
0.5%
635
 
0.3%
4200
 
1.6%
3631
 
5.0%
218
 
0.1%
1671
 
5.3%

tract_population
Real number (ℝ≥0)

HIGH CORRELATION

Distinct2493
Distinct (%)19.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5430.410378
Minimum176
Maximum53812
Zeros0
Zeros (%)0.0%
Memory size98.6 KiB

Quantile statistics

Minimum176
5-th percentile2120.4
Q13500
median4838
Q36375
95-th percentile10053
Maximum53812
Range53636
Interquartile range (IQR)2875

Descriptive statistics

Standard deviation3646.080451
Coefficient of variation (CV)0.6714189531
Kurtosis30.5335415
Mean5430.410378
Median Absolute Deviation (MAD)1425
Skewness4.429809666
Sum68439462
Variance13293902.66
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
362092
 
0.7%
785181
 
0.6%
492877
 
0.6%
670969
 
0.5%
593867
 
0.5%
898166
 
0.5%
828263
 
0.5%
561062
 
0.5%
794959
 
0.5%
646256
 
0.4%
Other values (2483)11911
94.5%
ValueCountFrequency (%)
1761
 
< 0.1%
7891
 
< 0.1%
8253
 
< 0.1%
8482
 
< 0.1%
8863
 
< 0.1%
9141
 
< 0.1%
9312
 
< 0.1%
93618
0.1%
9602
 
< 0.1%
9836
 
< 0.1%
ValueCountFrequency (%)
538122
 
< 0.1%
381696
 
< 0.1%
3552739
0.3%
314931
 
< 0.1%
3025837
0.3%
261731
 
< 0.1%
2600227
0.2%
248561
 
< 0.1%
226201
 
< 0.1%
203504
 
< 0.1%
Distinct2287
Distinct (%)18.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean19.29336348
Minimum0.22
Maximum99.39
Zeros0
Zeros (%)0.0%
Memory size98.6 KiB

Quantile statistics

Minimum0.22
5-th percentile2.59
Q16.49
median12.76
Q326.26
95-th percentile59.063
Maximum99.39
Range99.17
Interquartile range (IQR)19.77

Descriptive statistics

Standard deviation18.25149059
Coefficient of variation (CV)0.9459983792
Kurtosis2.413064939
Mean19.29336348
Median Absolute Deviation (MAD)7.51
Skewness1.628360332
Sum243154.26
Variance333.1169086
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
14.53121
 
1.0%
7.2786
 
0.7%
10.3284
 
0.7%
8.8178
 
0.6%
16.1273
 
0.6%
5.9369
 
0.5%
7.6968
 
0.5%
7.3466
 
0.5%
3.5365
 
0.5%
9.0761
 
0.5%
Other values (2277)11832
93.9%
ValueCountFrequency (%)
0.221
 
< 0.1%
0.261
 
< 0.1%
0.291
 
< 0.1%
0.339
0.1%
0.3720
0.2%
0.4110
0.1%
0.463
 
< 0.1%
0.541
 
< 0.1%
0.612
 
< 0.1%
0.693
 
< 0.1%
ValueCountFrequency (%)
99.391
< 0.1%
99.371
< 0.1%
98.911
< 0.1%
98.791
< 0.1%
98.441
< 0.1%
98.161
< 0.1%
97.551
< 0.1%
97.41
< 0.1%
96.581
< 0.1%
95.461
< 0.1%
Distinct168
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean79651.69404
Minimum48700
Maximum124000
Zeros0
Zeros (%)0.0%
Memory size98.6 KiB

Quantile statistics

Minimum48700
5-th percentile59500
Q166200
median79300
Q389900
95-th percentile96700
Maximum124000
Range75300
Interquartile range (IQR)23700

Descriptive statistics

Standard deviation12872.71643
Coefficient of variation (CV)0.1616125883
Kurtosis-0.614043873
Mean79651.69404
Median Absolute Deviation (MAD)10600
Skewness0.1383076971
Sum1003850300
Variance165706828.4
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
899004496
35.7%
651001288
 
10.2%
662001183
 
9.4%
96700654
 
5.2%
79300646
 
5.1%
69700581
 
4.6%
70900365
 
2.9%
70500317
 
2.5%
59500247
 
2.0%
79500228
 
1.8%
Other values (158)2598
20.6%
ValueCountFrequency (%)
487002
 
< 0.1%
488001
 
< 0.1%
497003
 
< 0.1%
498001
 
< 0.1%
501007
 
0.1%
5020025
0.2%
5080013
0.1%
509002
 
< 0.1%
516005
 
< 0.1%
527001
 
< 0.1%
ValueCountFrequency (%)
12400025
0.2%
1236003
 
< 0.1%
11900061
0.5%
11550055
0.4%
11470021
 
0.2%
1101008
 
0.1%
1081006
 
< 0.1%
1058001
 
< 0.1%
10550014
 
0.1%
1042005
 
< 0.1%

tract_to_msa_income_percentage
Real number (ℝ≥0)

Distinct246
Distinct (%)2.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean114.4624296
Minimum0
Maximum370
Zeros3
Zeros (%)< 0.1%
Memory size98.6 KiB

Quantile statistics

Minimum0
5-th percentile66
Q193
median110
Q3132
95-th percentile176
Maximum370
Range370
Interquartile range (IQR)39

Descriptive statistics

Standard deviation34.89380011
Coefficient of variation (CV)0.3048493749
Kurtosis4.599868168
Mean114.4624296
Median Absolute Deviation (MAD)19
Skewness1.236712018
Sum1442570
Variance1217.577286
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
109370
 
2.9%
106269
 
2.1%
94250
 
2.0%
155240
 
1.9%
116229
 
1.8%
105216
 
1.7%
143212
 
1.7%
107211
 
1.7%
114205
 
1.6%
95199
 
1.6%
Other values (236)10202
80.9%
ValueCountFrequency (%)
03
 
< 0.1%
202
 
< 0.1%
214
 
< 0.1%
232
 
< 0.1%
241
 
< 0.1%
252
 
< 0.1%
273
 
< 0.1%
2813
0.1%
292
 
< 0.1%
313
 
< 0.1%
ValueCountFrequency (%)
3704
< 0.1%
3591
 
< 0.1%
3543
 
< 0.1%
3451
 
< 0.1%
3421
 
< 0.1%
3092
 
< 0.1%
3072
 
< 0.1%
3062
 
< 0.1%
3051
 
< 0.1%
3039
0.1%

tract_owner_occupied_units
Real number (ℝ≥0)

HIGH CORRELATION

Distinct1725
Distinct (%)13.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1508.862572
Minimum13
Maximum19529
Zeros0
Zeros (%)0.0%
Memory size98.6 KiB

Quantile statistics

Minimum13
5-th percentile483
Q1921
median1359
Q31868
95-th percentile2673
Maximum19529
Range19516
Interquartile range (IQR)947

Descriptive statistics

Standard deviation1026.451017
Coefficient of variation (CV)0.6802813167
Kurtosis64.47167949
Mean1508.862572
Median Absolute Deviation (MAD)468
Skewness5.620791479
Sum19016195
Variance1053601.691
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
260182
 
0.7%
134279
 
0.6%
206374
 
0.6%
202567
 
0.5%
241766
 
0.5%
225063
 
0.5%
160863
 
0.5%
263163
 
0.5%
234863
 
0.5%
226863
 
0.5%
Other values (1715)11920
94.6%
ValueCountFrequency (%)
132
< 0.1%
401
 
< 0.1%
782
< 0.1%
972
< 0.1%
1041
 
< 0.1%
1361
 
< 0.1%
1391
 
< 0.1%
1402
< 0.1%
1593
< 0.1%
1662
< 0.1%
ValueCountFrequency (%)
195296
 
< 0.1%
139752
 
< 0.1%
957539
0.3%
79091
 
< 0.1%
774837
0.3%
75541
 
< 0.1%
69784
 
< 0.1%
69384
 
< 0.1%
660227
0.2%
54221
 
< 0.1%

tract_one_to_four_family_homes
Real number (ℝ≥0)

HIGH CORRELATION

Distinct1891
Distinct (%)15.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2106.614536
Minimum40
Maximum25391
Zeros0
Zeros (%)0.0%
Memory size98.6 KiB

Quantile statistics

Minimum40
5-th percentile870
Q11374
median1913
Q32460
95-th percentile3924
Maximum25391
Range25351
Interquartile range (IQR)1086

Descriptive statistics

Standard deviation1348.236551
Coefficient of variation (CV)0.6400015419
Kurtosis62.02075644
Mean2106.614536
Median Absolute Deviation (MAD)547
Skewness5.679071669
Sum26549663
Variance1817741.798
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
240796
 
0.8%
301181
 
0.6%
159181
 
0.6%
209973
 
0.6%
252967
 
0.5%
401966
 
0.5%
157065
 
0.5%
201664
 
0.5%
308763
 
0.5%
247262
 
0.5%
Other values (1881)11885
94.3%
ValueCountFrequency (%)
401
 
< 0.1%
862
< 0.1%
891
 
< 0.1%
1011
 
< 0.1%
1101
 
< 0.1%
1163
< 0.1%
1261
 
< 0.1%
1351
 
< 0.1%
1381
 
< 0.1%
2062
< 0.1%
ValueCountFrequency (%)
253916
 
< 0.1%
153862
 
< 0.1%
1310839
0.3%
1060637
0.3%
101251
 
< 0.1%
98401
 
< 0.1%
88174
 
< 0.1%
87884
 
< 0.1%
826727
0.2%
77591
 
< 0.1%
Distinct70
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean42.71863842
Minimum0
Maximum76
Zeros44
Zeros (%)0.3%
Memory size98.6 KiB

Quantile statistics

Minimum0
5-th percentile13
Q130
median42
Q355
95-th percentile76
Maximum76
Range76
Interquartile range (IQR)25

Descriptive statistics

Standard deviation17.7893034
Coefficient of variation (CV)0.4164295505
Kurtosis-0.6009010148
Mean42.71863842
Median Absolute Deviation (MAD)12
Skewness0.1445864726
Sum538383
Variance316.4593153
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
761092
 
8.7%
41453
 
3.6%
45451
 
3.6%
47426
 
3.4%
30329
 
2.6%
52320
 
2.5%
32304
 
2.4%
44299
 
2.4%
42281
 
2.2%
29279
 
2.2%
Other values (60)8369
66.4%
ValueCountFrequency (%)
044
 
0.3%
87
 
0.1%
99
 
0.1%
1062
 
0.5%
11140
1.1%
12217
1.7%
13181
1.4%
14257
2.0%
15102
 
0.8%
1663
 
0.5%
ValueCountFrequency (%)
761092
8.7%
7516
 
0.1%
7427
 
0.2%
7344
 
0.3%
7226
 
0.2%
7163
 
0.5%
7027
 
0.2%
6955
 
0.4%
6850
 
0.4%
6710
 
0.1%

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

First rows

df_indexderived_msa-mdstate_codecounty_codeconforming_loan_limitderived_loan_product_typederived_dwelling_categoryaction_takenloan_typeloan_purposelien_statusopen-end_line_of_creditbusiness_or_commercial_purposeloan_amountloan_to_value_ratiointerest_raterate_spreadhoepa_statusloan_terminterest_only_paymentballoon_paymentproperty_valueconstruction_methodoccupancy_typemanufactured_home_secured_property_typemanufactured_home_land_property_interesttotal_unitsincomedebt_to_income_ratioapplicant_credit_score_typeco-applicant_credit_score_typedenial_reason-1tract_populationtract_minority_population_percentffiec_msa_md_median_family_incometract_to_msa_income_percentagetract_owner_occupied_unitstract_one_to_four_family_homestract_median_age_of_housing_units
0099999NY36039CVA:First LienSingle Family (1-4 Units):Site-Built131122165000100.0003.6250.280236022155000.01135168.041211027656.8466200111679116473
1110580NY36095CVA:First LienSingle Family (1-4 Units):Site-Built13112275000100.0005.3750.84423602275000.01135147.0493101054005.6789900791583236248
2239100NY36071CConventional:First LienSingle Family (1-4 Units):Site-Built11112228500095.0003.5000.038236022295000.011351288.020%-<30%23101001935.25967001212620325527
3310580NY36001CFHA:First LienSingle Family (1-4 Units):Site-Built12112211500096.5005.0001.231236022115000.01135161.050%-60%2310334312.238990059494133576
4499999NY36039CFHA:First LienSingle Family (1-4 Units):Manufactured12112213500096.5005.2501.782236022135000.02111143.050%-60%3101039395.2866200105998202942
5599999NY36039CFHA:First LienSingle Family (1-4 Units):Site-Built12112213500073.0544.0001.008236022185000.01135146.04831010400513.73662001071094189944
6610580NY36091CConventional:First LienSingle Family (1-4 Units):Site-Built11112220500095.0004.6250.005236022215000.011351120.0431110562912.3689900951203229576
7799999NY36039CFHA:First LienSingle Family (1-4 Units):Site-Built12112216500088.3335.2501.733236022185000.01135180.0451101026952.0866200101921186745
8835614NY36079CConventional:First LienSingle Family (1-4 Units):Site-Built11112267500079.0295.1250.716236022865000.011351244.049311038449.29793001981070152942
9949340MA25027CConventional:First LienSingle Family (1-4 Units):Site-Built11112229500080.0004.6250.585236022375000.01135193.030%-<36%1110458746.509530045462138776

Last rows

df_indexderived_msa-mdstate_codecounty_codeconforming_loan_limitderived_loan_product_typederived_dwelling_categoryaction_takenloan_typeloan_purposelien_statusopen-end_line_of_creditbusiness_or_commercial_purposeloan_amountloan_to_value_ratiointerest_raterate_spreadhoepa_statusloan_terminterest_only_paymentballoon_paymentproperty_valueconstruction_methodoccupancy_typemanufactured_home_secured_property_typemanufactured_home_land_property_interesttotal_unitsincomedebt_to_income_ratioapplicant_credit_score_typeco-applicant_credit_score_typedenial_reason-1tract_populationtract_minority_population_percentffiec_msa_md_median_family_incometract_to_msa_income_percentagetract_owner_occupied_unitstract_one_to_four_family_homestract_median_age_of_housing_units
125931260435614NY36119CConventional:First LienSingle Family (1-4 Units):Site-Built31112236500080.52703.8750.1815336022455000.011351137.030%-<36%2109505857.1079300138111747259
125941260536740FL12117CConventional:First LienSingle Family (1-4 Units):Site-Built113212230500085.83303.940-0.0580234822365000.011351126.0402210893437.36651001532021241019
125951260610580NY36083CConventional:First LienSingle Family (1-4 Units):Site-Built31411228500089.14453.8750.1815336012255000.011351139.0>60%210157280.37899001001920240741
125961260736740FL12117CConventional:Subordinate LienSingle Family (1-4 Units):Site-Built113221215500079.91002.990-2.3500236012375000.011351162.020%-<30%2210636338.47651001211166173830
125971260835840FL12115CConventional:First LienSingle Family (1-4 Units):Site-Built113112215500057.40703.625-0.3660236022275000.01135187.04021010475914.84709001191212179431
125981260945300FL12101CConventional:First LienSingle Family (1-4 Units):Site-Built21112236500089.48903.625-0.1130330022415000.011351100.030%-<36%21010292710.1166900128992151428
125991261036740FL12095CConventional:Subordinate LienSingle Family (1-4 Units):Site-Built1142226500083.20304.8751.1650224022195000.01135162.030%-<36%22101044637.26651002171948305512
126001261135614NY36119CConventional:First LienSingle Family (1-4 Units):Site-Built41212222500089.14453.8750.1815336022255000.01135218.020%-<30%9910604614.31793002641895211640
126011261236740FL12117CConventional:First LienSingle Family (1-4 Units):Site-Built11321124500015.58502.990-1.5800236012265000.01135114.0>60%21010792625.40651001592097283920
126021261310580NY36091NCConventional:First LienSingle Family (1-4 Units):Site-Built11112249500089.46203.625-0.2390236022555000.011351200.040221043332.91899001181357169750